Sei-Young ParkQuality Control and the application of Cross Validation in the Real-Time Mesoscale Analysis(RTMA) systemKMA/NWPD, NCEP/EMCManuel Pondeca, Jim Purser, David Parrish, Geoff DimegoJohn Derber, Xiujuan Su, Wan-Shu Wu, Geoff ManikinNCEP/EMCSei-Young [email protected]
ContentsIntroduction of RTMAQuality control in RTMAGross error check Variational QCUse list vs. Reject listCross ValidationHilbert curvesSummary and conclusion
Real-Time Mesoscale Analysis (RTMA)The RTMA is a fast-track, proof-of-concept effort intended to:
leverage and enhance existing analysis capabilities in order to generate experimental CONUS-scale hourly NDFD-matching analyses
establish a real-time process that delivers a sub-set of fields to allow preliminary comparisons to NDFD forecast grids
also provide estimates of analysis uncertainty
establish benchmark for future AOR (Analysis Of Record) efforts
build constituency for subsequent AOR development activities
Real-Time Mesoscale Analysis (RTMA)Procedure
Temperature & dew point at 2 m & wind at 10 mRUC forecast/analysis (13 km) is downscaled by GSD to 5 km NDFD gridDownscaled RUC used as first-guess in NCEPs 2DVar analysis of ALL surface observationsEstimate of analysis error/uncertaintyPrecipitation NCEP Stage II analysisSky cover NESDIS GOES sounder effective cloud amount
Logistics
Hourly within ~30 minutes 5 km NDFD grid in GRIB2Operational at NCEP Q3 FY2006Distribution of analyses and estimate of analysis error/uncertainty via AWIPS SBN as part of OB7.2 upgrade end of CY2006Archived at NCDC
Quality control in RTMA1. Gross error check : decided by the observation increment (residual)
2. Variational QC3. Use list vs. Reject list of Mesonet Wind
Analysis will be concentrated on the Mesonet wind.temperature:wind:QC is very important when using the high density and unverified new data. This is one of the reasons why the Mesonets have not been used, despite their high data density. Therefore, applying QC with reasonable methods is the first step to using these data in the analysis system.
1. Gross Error CheckLimit : (o-a)/R = 10Obs vs. AnalObs vs. GuessLimit : (o-a)/R = 5
2. Variational QCBy Erik Andersson, 1999,2006The distributions of departure often reveal a more frequent occurrence of large departures than expected from the corresponding Gaussian (normal) distribution with the same mean and standard deviation-showing as wide Tails.(Y-Hxb )
Variational QCBy Erik Andersson, 1999,2006
Variational QCBy Erik Andersson, 1999,2006
A : 0.08(288)A : 0.1(288)Var QC weight function vs. IV( A :0.08 for Metar, Synoptic sea and land )A: 0.06(288)
Distribution of the innovation (VarQC)Obs vs. GuessLimit : (o-a)/R = 10Obs vs. AanlLimit : (o-a)/R = 5
3. Uselist of Mesonet windMesonets comprise majority of obs but they are not as good as other conventional sfc obs sources
5/6 of all Mesonet data are from AWS which includes most school sites and APRSWXNE(citizens network)No mesonet winds used in current RUC (or NAM) due to slow wind bias. GSD has constructed a Uselist of acceptable networks based on overall siting strategies etc. : It depends on the Mesonet provider name.GSD Uselist was applied in the RTMA and has been running on the parallel system.Continuing need for scrutiny of mesonet quality
Provider name
OK-Meso : Oklahoma MesonetWT-Meso : West Texas MesonetAPG : U.S. Army Aberdeen Proving GroundsCODOT : Colorado Department of TransportationFLDOT : Florida Dep of TransportationINDOT : Indiana Dep of TransportationMNDOT : Minnesota Dep of TransportationDCNet : DCNetGoMOOS : Gulf of Maine Ocean Observing SystemGPSMET : ESRL/GSD Ground-Based GPSNOS-PORT : National Ocean Service Physical Oceanographic Real-Time SystemRAWS : Remote Automated Weather Stations MesoWestAGRIMET : U.S. Bureau of ReclamationMesoWestAQ : NOAA Air Resources Laboratory Special Operations and Resource DivisionMesoWestARL FRD : NOAA Air Resources Laboratory Field Research DivisionMesoWestARL SORD : NOAA Air Resources Laboratory Special Operations and Resource DivisionMesoWestDOERD : Department of Energy Office of Repository DevelopmentMesoWestDUGWAY : U.S. Army Dugway Proving GroundsMesoWestITD : Idaho Transportation DepartmentMesoWestMT DOT : Montana Dep. of TransportationMesoWestTOOELE : U.S. Army Desert Chemical Depot, Tooele County
Number distribution of wind data (U)For Var QC Var_pg=0.05, wgtlim=0.25,Gross=10 m/sWithout uselistWith uselist400025045001000
Number distribution of wind data (V)For Var QC Var_pg=0.05, wgtlim=0.25,Gross=10 m/sWithout uselistWith uselist400025045001000
Verification of the Uselist2006.5.23.00.~2006.6.14.23. (23days, hourly)
Uselist of Mesonet windVarQCCASE 1 : 2006.3.14.15 UTCWith uselistWithout uselist All obs data All obs data
Uselist of Mesonet windVarQCCASE 1 : 2006.3.14.15 UTCWith uselistWithout uselist
Uselist of Mesonet windVarQCCASE 2 : 2006.11.25.12 UTCWith uselistWithout uselist All obs data All obs data
Uselist of Mesonet windVarQCCASE 2 : 2006.11.25.12 UTCWith uselistWithout uselist
4. Reject list of Mesonet windRejest list : constructed by the rejected data in gross error check and VarQC - hourly made and updated - It depends on the station name.
station name lat lon 1 MLGC1 x 32.880 243.570 2 FHCC1 x 32.990 243.930 3 LTHC1 34.020 243.810 4 BPNC1 x 34.380 242.310 5 PIVC1 x 35.450 241.720 6 INTC1 x 36.120 242.910 7 QTWA3 x 36.580 246.270 8 TS037 x 36.620 241.790 9 QBRA3 x 36.790 246.240 10 BADU1 x 37.150 246.050 11 HP001 32.890 243.580 12 GDSN2 x 35.810 244.530 13 A36 x 36.540 244.460 14 AR221 x 34.190 243.290 15 AR745 34.500 242.680 16 C6728 34.840 240.920 17 H0099 x 34.380 242.400 18 PHELN 34.450 242.370 19 HSPRA 34.450 242.680 20 APPLE 34.510 242.820
Distribution of rejected data25 ~ 50%(16.4%)50 ~ 75%(1.8%)75 ~ 100%(0.6%)0 ~ 25%(81.4%)2006.6.8.~2006.6.20. (13 days)
Distribution of rejected data2006.11.21.19.2006.11.21.12.
Verification of the reject list
Chart1
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bias_rmse_uv_all_rjlist_nocv
rjlist_nocvnocv
stdout_uv.20061114013all13718-0.051.760.530.43stdout_uv.20061114013all14043-0.071.920.610.47
stdout_uv.20061114023all13641-0.091.820.560.45stdout_uv.20061114023all13917-0.091.970.630.48
stdout_uv.20061114033all13832-0.081.810.550.44stdout_uv.20061114033all14164-0.091.960.630.48
stdout_uv.20061114043all14005-0.111.980.640.49stdout_uv.20061114043all14005-0.111.980.640.49
stdout_uv.20061114053all13508-0.111.740.520.43stdout_uv.20061114053all13957-0.131.990.650.49
stdout_uv.20061114063all14004-0.141.870.590.46stdout_uv.20061114063all14302-0.152.020.670.49
stdout_uv.20061114073all12693-0.131.720.50.41stdout_uv.20061114073all12994-0.151.920.60.45
stdout_uv.20061114083all13678-0.171.860.590.46stdout_uv.20061114083all13918-0.181.990.650.49
stdout_uv.20061114093all13433-0.161.790.550.44stdout_uv.20061114093all13808-0.191.990.670.49
stdout_uv.20061114103all13314-0.171.780.550.44stdout_uv.20061114103all13634-0.191.910.630.48
stdout_uv.20061114113all13492-0.181.760.530.42stdout_uv.20061114113all13813-0.21.930.620.46
stdout_uv.20061114123all14015-0.151.710.50.41stdout_uv.20061114123all14362-0.191.880.590.45
stdout_uv.20061114133all13666-0.151.720.50.41stdout_uv.20061114133all13956-0.171.890.580.44
stdout_uv.20061114143all13705-0.111.730.510.41stdout_uv.20061114143all13983-0.141.870.590.45
stdout_uv.20061114153all13779-0.031.790.540.43stdout_uv.20061114153all14075-0.051.920.610.47
stdout_uv.20061114163all136060.041.820.570.46stdout_uv.20061114163all139480.021.990.660.5
stdout_uv.20061114173all135530.131.880.610.49stdout_uv.20061114173all138930.112.040.690.53
stdout_uv.20061114183all141540.181.950.650.51stdout_uv.20061114183all145610.162.150.750.56
stdout_uv.20061114193all134880.141.90.620.5stdout_uv.20061114193all139010.142.080.720.54
stdout_uv.20061114203all135670.151.970.660.52stdout_uv.20061114203all139180.122.120.740.56
stdout_uv.20061114213all136810.091.920.610.49stdout_uv.20061114213all141220.082.110.720.54
stdout_uv.20061114223all123000.041.810.540.44stdout_uv.20061114223all126420.041.950.630.48
stdout_uv.20061114233all1309601.820.570.46stdout_uv.20061114233all13386-0.011.940.640.49
bias_rmse_uv_all_rjlist_nocv
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Chart2
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bias_rmse_uv_all_rjlist_nocv
rjlist_nocvnocv
stdout_uv.20061114013all13718-0.051.760.530.43stdout_uv.20061114013all14043-0.071.920.610.47
stdout_uv.20061114023all13641-0.091.820.560.45stdout_uv.20061114023all13917-0.091.970.630.48
stdout_uv.20061114033all13832-0.081.810.550.44stdout_uv.20061114033all14164-0.091.960.630.48
stdout_uv.20061114043all14005-0.111.980.640.49stdout_uv.20061114043all14005-0.111.980.640.49
stdout_uv.20061114053all13508-0.111.740.520.43stdout_uv.20061114053all13957-0.131.990.650.49
stdout_uv.20061114063all14004-0.141.870.590.46stdout_uv.20061114063all14302-0.152.020.670.49
stdout_uv.20061114073all12693-0.131.720.50.41stdout_uv.20061114073all12994-0.151.920.60.45
stdout_uv.20061114083all13678-0.171.860.590.46stdout_uv.20061114083all13918-0.181.990.650.49
stdout_uv.20061114093all13433-0.161.790.550.44stdout_uv.20061114093all13808-0.191.990.670.49
stdout_uv.20061114103all13314-0.171.780.550.44stdout_uv.20061114103all13634-0.191.910.630.48
stdout_uv.20061114113all13492-0.181.760.530.42stdout_uv.20061114113all13813-0.21.930.620.46
stdout_uv.20061114123all14015-0.151.710.50.41stdout_uv.20061114123all14362-0.191.880.590.45
stdout_uv.20061114133all13666-0.151.720.50.41stdout_uv.20061114133all13956-0.171.890.580.44
stdout_uv.20061114143all13705-0.111.730.510.41stdout_uv.20061114143all13983-0.141.870.590.45
stdout_uv.20061114153all13779-0.031.790.540.43stdout_uv.20061114153all14075-0.051.920.610.47
stdout_uv.20061114163all136060.041.820.570.46stdout_uv.20061114163all139480.021.990.660.5
stdout_uv.20061114173all135530.131.880.610.49stdout_uv.20061114173all138930.112.040.690.53
stdout_uv.20061114183all141540.181.950.650.51stdout_uv.20061114183all145610.162.150.750.56
stdout_uv.20061114193all134880.141.90.620.5stdout_uv.20061114193all139010.142.080.720.54
stdout_uv.20061114203all135670.151.970.660.52stdout_uv.20061114203all139180.122.120.740.56
stdout_uv.20061114213all136810.091.920.610.49stdout_uv.20061114213all141220.082.110.720.54
stdout_uv.20061114223all123000.041.810.540.44stdout_uv.20061114223all126420.041.950.630.48
stdout_uv.20061114233all1309601.820.570.46stdout_uv.20061114233all13386-0.011.940.640.49
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Verification of the reject list2006.11.10.~2006.11.17. (8 days)
Chart1
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bias_rmse_uv_all_rjlist_nocv
stdout_uv.20061110003all14391-0.081.690.490.42163stdout_uv.20061110003all14591-0.081.780.530.442240
stdout_uv.20061110013all13750-0.121.70.50.42157stdout_uv.20061110013all13947-0.121.80.540.442181
stdout_uv.20061110023all13889-0.141.750.530.44202stdout_uv.20061110023all14076-0.151.860.570.472522
stdout_uv.20061110033all13577-0.181.790.560.47217stdout_uv.20061110033all13801-0.191.890.610.52873
stdout_uv.20061110043all17638-0.191.760.470.4202stdout_uv.20061110043all17918-0.21.870.520.422944
stdout_uv.20061110053all13703-0.161.840.590.49227stdout_uv.20061110053all13923-0.181.950.650.523005
stdout_uv.20061110063all14058-0.161.90.620.52225stdout_uv.20061110063all14297-0.172.010.680.553206
stdout_uv.20061110073all13654-0.181.880.610.51234stdout_uv.20061110073all13928-0.22.030.690.553337
stdout_uv.20061110083all13457-0.21.910.620.52245stdout_uv.20061110083all13712-0.222.020.690.553508
stdout_uv.20061110093all14109-0.221.820.560.47227stdout_uv.20061110093all14425-0.231.970.640.513189
stdout_uv.20061110103all12617-0.21.910.630.52258stdout_uv.20061110103all12841-0.212.030.690.5535110
stdout_uv.20061110113all13479-0.241.840.580.49244stdout_uv.20061110113all13788-0.252.010.680.5337411
stdout_uv.20061110123all14179-0.231.90.620.51291stdout_uv.20061110123all14449-0.232.030.690.5439012
stdout_uv.20061110133all13653-0.32.040.720.57400stdout_uv.20061110133all13994-0.292.140.780.647013
stdout_uv.20061110143all13561-0.111.980.680.55308stdout_uv.20061110143all14047-0.122.140.770.5943014
stdout_uv.20061110153all13608-0.022.120.770.62378stdout_uv.20061110153all13944-0.032.250.850.6550515
stdout_uv.20061110163all133970.042.120.780.63363stdout_uv.20061110163all138770.022.30.880.6851916
stdout_uv.20061110173all133210.082.140.770.63363stdout_uv.20061110173all137540.052.310.880.6852317
stdout_uv.20061110183all137640.142.170.790.64368stdout_uv.20061110183all142040.122.340.890.6952718
stdout_uv.20061110193all136430.122.190.790.64410stdout_uv.20061110193all140950.12.360.890.6855619
stdout_uv.20061110203all134210.092.170.80.64389stdout_uv.20061110203all139280.082.370.910.6956520
stdout_uv.20061110213all136710.052.10.730.6377stdout_uv.20061110213all141060.042.280.830.6452621
stdout_uv.20061110223all135590.012.020.690.56330stdout_uv.20061110223all1401502.230.80.6148322
stdout_uv.20061110233all13291-0.0620.690.56364stdout_uv.20061110233all13685-0.062.20.790.648923
stdout_uv.20061111003all14006-0.091.920.640.52277stdout_uv.20061111003all14438-0.092.10.730.564040
stdout_uv.20061111013all13521-0.151.950.660.54335stdout_uv.20061111013all13837-0.162.110.740.574331
stdout_uv.20061111023all13465-0.151.970.670.54329stdout_uv.20061111023all13835-0.172.170.770.594582
stdout_uv.20061111033all13359-0.342.20.80.62549stdout_uv.20061111033all13857-0.242.220.820.625363
stdout_uv.20061111043all13204-0.162.030.710.57368stdout_uv.20061111043all13841-0.182.20.80.615264
stdout_uv.20061111053all13322-0.172.090.730.57410stdout_uv.20061111053all13724-0.182.250.820.615345
stdout_uv.20061111063all13651-0.212.050.710.57387stdout_uv.20061111063all14136-0.232.250.830.615396
stdout_uv.20061111073all13149-0.362.190.810.63580stdout_uv.20061111073all13816-0.232.210.80.64997
stdout_uv.20061111083all12999-0.231.930.640.52351stdout_uv.20061111083all13678-0.252.130.760.574948
stdout_uv.20061111093all13370-0.261.940.650.52331stdout_uv.20061111093all13719-0.282.110.740.564609
stdout_uv.20061111103all13263-0.221.950.650.52371stdout_uv.20061111103all13601-0.262.110.750.5749210
stdout_uv.20061111113all13217-0.221.940.640.52345stdout_uv.20061111113all13616-0.262.160.760.5748411
stdout_uv.20061111123all13814-0.211.960.650.52362stdout_uv.20061111123all14151-0.242.120.740.5650312
stdout_uv.20061111133all13317-0.191.930.640.52357stdout_uv.20061111133all13662-0.212.10.740.5749713
stdout_uv.20061111143all13429-0.081.980.670.55350stdout_uv.20061111143all13810-0.12.170.780.5949814
stdout_uv.20061111153all13295-0.032.060.730.6366stdout_uv.20061111153all13651-0.042.230.830.6451115
stdout_uv.20061111163all133810.052.140.770.63414stdout_uv.20061111163all13687-0.062.420.960.7169516
stdout_uv.20061111173all133540.122.150.780.64353stdout_uv.20061111173all138470.122.330.890.6952017
stdout_uv.20061111183all136350.172.210.830.68390stdout_uv.20061111183all140140.162.350.930.7254018
stdout_uv.20061111193all133120.182.220.840.68386stdout_uv.20061111193all137420.172.370.940.7253219
stdout_uv.20061111203all133840.182.220.830.67392stdout_uv.20061111203all138390.172.40.930.7153620
stdout_uv.20061111213all134350.152.210.810.65402stdout_uv.20061111213all139010.142.390.920.753521
stdout_uv.20061111223all133360.122.120.760.62362stdout_uv.20061111223all138340.112.330.880.6651722
stdout_uv.20061111233all133560.052.040.70.57332stdout_uv.20061111233all137630.022.210.80.6246323
stdout_uv.20061112003all139520.022.010.680.55304stdout_uv.20061112003all1436902.180.770.594340
stdout_uv.20061112013all13704-0.051.950.620.51291stdout_uv.20061112013all14044-0.062.090.710.554021
stdout_uv.20061112023all13602-0.051.950.630.52300stdout_uv.20061112023all13939-0.072.110.720.564182
stdout_uv.20061112033all12868-0.081.910.580.49253stdout_uv.20061112033all13183-0.12.070.670.523423
stdout_uv.20061112043all13530-0.131.990.660.53369stdout_uv.20061112043all13839-0.142.130.730.564444
stdout_uv.20061112053all13374-0.131.930.620.51298stdout_uv.20061112053all13788-0.152.110.720.564305
stdout_uv.20061112063all13930-0.131.970.640.53303stdout_uv.20061112063all14233-0.142.120.730.564256
stdout_uv.20061112073all13493-0.151.960.640.52298stdout_uv.20061112073all13819-0.172.130.730.564327
stdout_uv.20061112083all13564-0.161.990.650.52331stdout_uv.20061112083all13885-0.162.130.730.564348
stdout_uv.20061112093all13357-0.141.980.660.54299stdout_uv.20061112093all13733-0.152.150.750.584169
stdout_uv.20061112103all13413-0.142.010.670.55334stdout_uv.20061112103all13725-0.162.150.760.5844810
stdout_uv.20061112113all13511-0.162.020.680.56326stdout_uv.20061112113all13867-0.162.160.770.5945711
stdout_uv.20061112123all13902-0.132.020.690.57336stdout_uv.20061112123all14264-0.132.150.770.645212
stdout_uv.20061112133all13401-0.082.030.710.58324stdout_uv.20061112133all13735-0.092.180.810.6245913
stdout_uv.20061112143all13616-0.042.140.780.63363stdout_uv.20061112143all13963-0.052.270.860.6750214
stdout_uv.20061112153all135520.022.180.810.65376stdout_uv.20061112153all1393602.320.910.754615
stdout_uv.20061112163all134590.032.220.840.68407stdout_uv.20061112163all138580.022.370.940.7356316
stdout_uv.20061112173all134090.092.250.870.7406stdout_uv.20061112173all138660.072.420.980.7559217
stdout_uv.20061112183all138290.142.290.90.72426stdout_uv.20061112183all142390.022.541.090.8173218
stdout_uv.20061112193all133250.12.260.880.71438stdout_uv.20061112193all137990.112.410.990.7660119
stdout_uv.20061112203all133200.152.280.880.71464stdout_uv.20061112203all137770.142.4510.7562620
stdout_uv.20061112213all134610.122.230.840.68407stdout_uv.20061112213all140030.132.420.970.7358021
stdout_uv.20061112223all172520.122.140.70.56429stdout_uv.20061112223all178510.122.330.810.6159322
stdout_uv.20061112233all133440.062.080.740.6347stdout_uv.20061112233all138080.072.240.850.6549123
stdout_uv.20061113003all138990.032.030.70.57313stdout_uv.20061113003all14201-0.232.360.950.76530
stdout_uv.20061113013all13404-0.0120.690.56321stdout_uv.20061113013all13751-0.012.170.780.64361
stdout_uv.20061113023all13525-0.032.050.70.57350stdout_uv.20061113023all13867-0.032.180.790.64822
stdout_uv.20061113033all13458-0.072.040.710.57369stdout_uv.20061113033all13817-0.082.180.80.614963
stdout_uv.20061113043all13418-0.072.050.710.57365stdout_uv.20061113043all13795-0.072.210.810.625144
stdout_uv.20061113053all13283-0.12.040.710.57391stdout_uv.20061113053all13655-0.132.220.820.635365
stdout_uv.20061113063all13781-0.1120.680.55396stdout_uv.20061113063all14136-0.112.170.780.65526
stdout_uv.20061113073all12987-0.11.980.670.54387stdout_uv.20061113073all13365-0.12.180.780.595227
stdout_uv.20061113083all12709-0.292.130.770.59630stdout_uv.20061113083all13265-0.112.160.770.585278
stdout_uv.20061113093all12558-0.081.930.640.51379stdout_uv.20061113093all13226-0.082.120.750.575089
stdout_uv.20061113103all13022-0.081.970.660.52420stdout_uv.20061113103all13348-0.12.130.750.5653710
stdout_uv.20061113113all12964-0.121.920.630.51403stdout_uv.20061113113all13330-0.132.120.750.5656211
stdout_uv.20061113123all13535-0.11.980.660.53443stdout_uv.20061113123all13881-0.112.140.760.5755512
stdout_uv.20061113133all13054-0.061.90.620.5392stdout_uv.20061113133all13446-0.072.110.740.5554813
stdout_uv.20061113143all13181-0.041.980.660.53421stdout_uv.20061113143all13525-0.052.150.770.5856414
stdout_uv.20061113153all1318801.990.660.53402stdout_uv.20061113153all13573-0.022.150.760.5853515
stdout_uv.20061113163all131970.072.010.70.56427stdout_uv.20061113163all135660.072.190.80.656716
stdout_uv.20061113173all132880.152.010.690.56406stdout_uv.20061113173all136540.142.160.790.6153217
stdout_uv.20061113183all136190.172.030.710.58419stdout_uv.20061113183all139930.172.20.810.6254418
stdout_uv.20061113193all127130.2120.680.55437stdout_uv.20061113193all130840.182.180.790.656819
stdout_uv.20061113203all133680.181.960.660.54387stdout_uv.20061113203all137730.162.140.770.5853820
stdout_uv.20061113213all135430.151.980.660.52409stdout_uv.20061113213all138960.142.140.750.5653721
stdout_uv.20061113223all135300.11.890.590.48331stdout_uv.20061113223all139450.092.090.710.5349922
stdout_uv.20061113233all136180.041.810.560.45334stdout_uv.20061113233all139590.0420.640.4943823
stdout_uv.20061114003all14235-0.021.780.540.44311stdout_uv.20061114003all14538-0.041.940.620.474230
stdout_uv.20061114013all13718-0.051.760.530.43288stdout_uv.20061114013all14043-0.071.920.610.473911
stdout_uv.20061114023all13641-0.091.820.560.45345stdout_uv.20061114023all13917-0.091.970.630.484412
stdout_uv.20061114033all13832-0.081.810.550.440stdout_uv.20061114033all14164-0.091.960.630.4803
stdout_uv.20061114043all14005-0.111.980.640.49462stdout_uv.20061114043all14005-0.111.980.640.494624
stdout_uv.20061114053all13508-0.111.740.520.43335stdout_uv.20061114053all13957-0.131.990.650.495115
stdout_uv.20061114063all14004-0.141.870.590.46410stdout_uv.20061114063all14302-0.152.020.670.494986
stdout_uv.20061114073all12693-0.131.720.50.41254stdout_uv.20061114073all12994-0.151.920.60.453577
stdout_uv.20061114083all13678-0.171.860.590.46443stdout_uv.20061114083all13918-0.181.990.650.495158
stdout_uv.20061114093all13433-0.161.790.550.44425stdout_uv.20061114093all13808-0.191.990.670.495639
stdout_uv.20061114103all13314-0.171.780.550.44409stdout_uv.20061114103all13634-0.191.910.630.4850310
stdout_uv.20061114113all13492-0.181.760.530.42422stdout_uv.20061114113all13813-0.21.930.620.4653611
stdout_uv.20061114123all14015-0.151.710.50.41344stdout_uv.20061114123all14362-0.191.880.590.4544912
stdout_uv.20061114133all13666-0.151.720.50.41352stdout_uv.20061114133all13956-0.171.890.580.4444113
stdout_uv.20061114143all13705-0.111.730.510.41334stdout_uv.20061114143all13983-0.141.870.590.4543314
stdout_uv.20061114153all13779-0.031.790.540.43382stdout_uv.20061114153all14075-0.051.920.610.4747415
stdout_uv.20061114163all136060.041.820.570.46379stdout_uv.20061114163all139480.021.990.660.548516
stdout_uv.20061114173all135530.131.880.610.49408stdout_uv.20061114173all138930.112.040.690.5351417
stdout_uv.20061114183all141540.181.950.650.51442stdout_uv.20061114183all145610.162.150.750.5657018
stdout_uv.20061114193all134880.141.90.620.5377stdout_uv.20061114193all139010.142.080.720.5452219
stdout_uv.20061114203all135670.151.970.660.52436stdout_uv.20061114203all139180.122.120.740.5654320
stdout_uv.20061114213all136810.091.920.610.49381stdout_uv.20061114213all141220.082.110.720.5453521
stdout_uv.20061114223all123000.041.810.540.44245stdout_uv.20061114223all126420.041.950.630.4835222
stdout_uv.20061114233all1309601.820.570.46298stdout_uv.20061114233all13386-0.011.940.640.4939423
stdout_uv.20061115003all13637-0.041.760.530.43236stdout_uv.20061115003all13966-0.051.90.60.473310
stdout_uv.20061115013all13062-0.071.750.530.43236stdout_uv.20061115013all13325-0.071.880.590.463341
stdout_uv.20061115023all13070-0.081.790.550.45278stdout_uv.20061115023all13342-0.091.910.620.483542
stdout_uv.20061115033all13127-0.151.780.550.45248stdout_uv.20061115033all13441-0.161.920.630.493383
stdout_uv.20061115043all13117-0.131.820.570.47254stdout_uv.20061115043all13396-0.141.940.640.53504
stdout_uv.20061115053all12952-0.151.830.580.47299stdout_uv.20061115053all13244-0.161.960.660.513955
stdout_uv.20061115063all13395-0.151.830.590.48276stdout_uv.20061115063all13699-0.171.970.670.523916
stdout_uv.20061115073all12037-0.171.810.560.46217stdout_uv.20061115073all12267-0.191.920.620.492797
stdout_uv.20061115083all13023-0.21.930.650.51370stdout_uv.20061115083all13258-0.212.040.710.544548
stdout_uv.20061115093all12741-0.181.910.630.51345stdout_uv.20061115093all13072-0.22.110.750.554889
stdout_uv.20061115103all12784-0.191.960.670.53367stdout_uv.20061115103all13122-0.222.140.770.5851010
stdout_uv.20061115113all12679-0.22.010.710.56411stdout_uv.20061115113all13024-0.232.190.820.6170111
stdout_uv.20061115153all12580-0.062.120.790.63608stdout_uv.20061115153all13233-0.132.440.990.7176715
stdout_uv.20061115163all12758-0.042.360.950.71567stdout_uv.20061115163all13177-0.082.561.070.7680116
stdout_uv.20061115173all124280.032.280.890.69611stdout_uv.20061115173all13045-0.012.561.070.7680717
stdout_uv.20061115183all131940.052.350.910.7622stdout_uv.20061115183all137460.012.591.050.7585618
stdout_uv.20061115193all129950.022.330.910.7618stdout_uv.20061115193all13652-0.012.611.080.7781319
stdout_uv.20061115203all1296802.330.910.7536stdout_uv.20061115203all13622-0.042.61.070.7680420
stdout_uv.20061115213all12958-0.012.30.880.68553stdout_uv.20061115213all13644-0.052.621.060.7579121
stdout_uv.20061115223all12954-0.032.30.880.68479stdout_uv.20061115223all13553-0.092.61.070.7768822
stdout_uv.20061115233all13119-0.042.210.80.63449stdout_uv.20061115233all13731-0.082.470.950.6962623
stdout_uv.20061116003all13515-0.072.180.80.64485stdout_uv.20061116003all14048-0.092.40.920.696390
stdout_uv.20061116013all13045-0.112.20.810.64519stdout_uv.20061116013all13513-0.142.430.930.696741
stdout_uv.20061116023all12999-0.132.230.820.64534stdout_uv.20061116023all13480-0.162.450.950.77282
stdout_uv.20061116033all13164-0.132.240.840.66526stdout_uv.20061116033all13690-0.172.480.980.727223
stdout_uv.20061116043all13075-0.172.280.860.68525stdout_uv.20061116043all13632-0.192.531.020.747104
stdout_uv.20061116053all13052-0.152.270.860.68514stdout_uv.20061116053all13593-0.192.510.990.737165
stdout_uv.20061116063all13294-0.172.240.850.67492stdout_uv.20061116063all13871-0.182.4810.736936
stdout_uv.20061116073all12938-0.162.270.860.67397stdout_uv.20061116073all13441-0.192.4910.735337
stdout_uv.20061116083all9153-0.292.310.870.67516stdout_uv.20061116083all9580-0.342.571.020.746478
stdout_uv.20061116093all13025-0.162.250.850.67442stdout_uv.20061116093all13473-0.182.430.960.716589
stdout_uv.20061116103all12637-0.122.20.830.66506stdout_uv.20061116103all13162-0.142.430.980.7265910
stdout_uv.20061116113all12788-0.132.240.850.67430stdout_uv.20061116113all13263-0.152.410.960.7263811
stdout_uv.20061116123all13391-0.132.220.830.66479stdout_uv.20061116123all13920-0.162.440.960.7263112
stdout_uv.20061116133all13045-0.092.230.850.68456stdout_uv.20061116133all13540-0.112.410.970.7364613
stdout_uv.20061116143all13258-0.082.270.870.69501stdout_uv.20061116143all13784-0.12.4610.7570214
stdout_uv.20061116153all13442-0.052.340.920.73528stdout_uv.20061116153all13961-0.072.531.050.7873915
stdout_uv.20061116163all13401-0.042.350.940.75513stdout_uv.20061116163all13959-0.062.541.070.870316
stdout_uv.20061116173all133530.052.330.920.72570stdout_uv.20061116173all139330.042.531.050.7879317
stdout_uv.20061116183all177420.122.340.840.66451stdout_uv.20061116183all184830.122.550.960.7166118
stdout_uv.20061116193all121260.152.360.930.74473stdout_uv.20061116193all127320.152.591.080.866019
stdout_uv.20061116203all121740.182.40.970.76409stdout_uv.20061116203all127040.172.591.090.8158020
stdout_uv.20061116213all121580.182.320.90.71338stdout_uv.20061116213all126990.192.491.010.7648621
stdout_uv.20061116223all122390.22.180.810.65532stdout_uv.20061116223all127290.212.360.910.7144822
stdout_uv.20061117003all136810.092.080.730.59347stdout_uv.20061117003all144640.112.230.810.634420
stdout_uv.20061117013all136490.062.050.690.57279stdout_uv.20061117013all140770.072.20.780.614041
stdout_uv.20061117023all135430.032.080.720.58331stdout_uv.20061117023all138970.042.210.790.624362
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stdout_uv.20061117053all13486-0.031.980.650.54244stdout_uv.20061117053all13910-0.032.160.750.593695
stdout_uv.20061117063all13956-0.051.990.660.54301stdout_uv.20061117063all14273-0.042.130.720.573806
stdout_uv.20061117073all13561-0.071.920.610.52212stdout_uv.20061117073all13952-0.072.090.710.563427
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stdout_uv.20061117093all13522-0.081.820.550.48170stdout_uv.20061117093all13839-0.081.980.640.522689
stdout_uv.20061117103all13611-0.11.850.570.48209stdout_uv.20061117103all13827-0.091.940.620.528410
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stdout_uv.20061117133all13784-0.071.740.510.45146stdout_uv.20061117133all14008-0.081.860.570.4721413
stdout_uv.20061117143all13654-0.041.820.570.49160stdout_uv.20061117143all13832-0.041.90.610.5121214
stdout_uv.20061117153all139710.031.930.630.54197stdout_uv.20061117153all141520.032.020.670.5625415
stdout_uv.20061117163all178110.051.910.530.45207stdout_uv.20061117163all181110.072.010.580.4828316
stdout_uv.20061117173all137130.1220.670.56243stdout_uv.20061117173all139680.142.070.690.5728517
stdout_uv.20061117183all139720.1420.670.57240stdout_uv.20061117183all142960.212.030.670.5626318
stdout_uv.20061117193all135730.241.90.610.52175stdout_uv.20061117193all138820.242.010.660.5525119
stdout_uv.20061117203all138040.241.890.60.51167stdout_uv.20061117203all140160.2120.660.5524920
stdout_uv.20061117213all137150.221.820.550.48155stdout_uv.20061117213all139630.241.930.610.521321
stdout_uv.20061117223all135310.151.750.530.46129stdout_uv.20061117223all137300.181.80.540.4616622
stdout_uv.20061117233all137470.081.580.430.37104stdout_uv.20061117233all139280.081.70.480.4115823
bias_rmse_uv_all_rjlist_nocv
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
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00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
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00
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00
00
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00
00
00
00
00
00
00
00
00
00
00
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00
00
00
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00
00
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00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
with reject list
without reject list
hour
BIAS
BIAS by the reject list
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
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00
00
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00
00
00
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00
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00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
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00
00
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00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
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00
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00
00
00
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00
00
00
00
00
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00
00
00
00
00
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00
00
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00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
with reject list
without reject list
hour
RMSE
RMSE by the reject list
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
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00
00
00
with reject list
without reject list
hour
number
Number of the analized obs data
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
with reject list
without reject list
hour
number
Number of the rejected stations
Chart2
163224
157218
202252
217287
202294
227300
225320
234333
245350
227318
258351
244374
291390
400470
308430
378505
363519
363523
368527
410556
389565
377526
330483
364489
277404
335433
329458
549536
368526
410534
387539
580499
351494
331460
371492
345484
362503
357497
350498
366511
414695
353520
390540
386532
392536
402535
362517
332463
304434
291402
300418
253342
369444
298430
303425
298432
331434
299416
334448
326457
336452
324459
363502
376546
407563
406592
426732
438601
464626
407580
429593
347491
313653
321436
350482
369496
365514
391536
396552
387522
630527
379508
420537
403562
443555
392548
421564
402535
427567
406532
419544
437568
387538
409537
331499
334438
311423
288391
345441
00
462462
335511
410498
254357
443515
425563
409503
422536
344449
352441
334433
382474
379485
408514
442570
377522
436543
381535
245352
298394
236331
236334
278354
248338
254350
299395
276391
217279
370454
345488
367510
411701
608767
567801
611807
622856
618813
536804
553791
479688
449626
485639
519674
534728
526722
525710
514716
492693
397533
516647
442658
506659
430638
479631
456646
501702
528739
513703
570793
451661
473660
409580
338486
5321448
347442
279404
331436
287419
335439
244369
301380
212342
244323
170268
209284
163256
175235
146214
160212
197254
207283
243285
240263
175251
167249
155213
129166
104158
with reject list
without reject list
hour
number
Number of the rejected stations
bias_rmse_uv_all_rjlist_nocv
stdout_uv.20061110003all14391-0.081.690.490.42163stdout_uv.20061110003all14591-0.081.780.530.442240
stdout_uv.20061110013all13750-0.121.70.50.42157stdout_uv.20061110013all13947-0.121.80.540.442181
stdout_uv.20061110023all13889-0.141.750.530.44202stdout_uv.20061110023all14076-0.151.860.570.472522
stdout_uv.20061110033all13577-0.181.790.560.47217stdout_uv.20061110033all13801-0.191.890.610.52873
stdout_uv.20061110043all17638-0.191.760.470.4202stdout_uv.20061110043all17918-0.21.870.520.422944
stdout_uv.20061110053all13703-0.161.840.590.49227stdout_uv.20061110053all13923-0.181.950.650.523005
stdout_uv.20061110063all14058-0.161.90.620.52225stdout_uv.20061110063all14297-0.172.010.680.553206
stdout_uv.20061110073all13654-0.181.880.610.51234stdout_uv.20061110073all13928-0.22.030.690.553337
stdout_uv.20061110083all13457-0.21.910.620.52245stdout_uv.20061110083all13712-0.222.020.690.553508
stdout_uv.20061110093all14109-0.221.820.560.47227stdout_uv.20061110093all14425-0.231.970.640.513189
stdout_uv.20061110103all12617-0.21.910.630.52258stdout_uv.20061110103all12841-0.212.030.690.5535110
stdout_uv.20061110113all13479-0.241.840.580.49244stdout_uv.20061110113all13788-0.252.010.680.5337411
stdout_uv.20061110123all14179-0.231.90.620.51291stdout_uv.20061110123all14449-0.232.030.690.5439012
stdout_uv.20061110133all13653-0.32.040.720.57400stdout_uv.20061110133all13994-0.292.140.780.647013
stdout_uv.20061110143all13561-0.111.980.680.55308stdout_uv.20061110143all14047-0.122.140.770.5943014
stdout_uv.20061110153all13608-0.022.120.770.62378stdout_uv.20061110153all13944-0.032.250.850.6550515
stdout_uv.20061110163all133970.042.120.780.63363stdout_uv.20061110163all138770.022.30.880.6851916
stdout_uv.20061110173all133210.082.140.770.63363stdout_uv.20061110173all137540.052.310.880.6852317
stdout_uv.20061110183all137640.142.170.790.64368stdout_uv.20061110183all142040.122.340.890.6952718
stdout_uv.20061110193all136430.122.190.790.64410stdout_uv.20061110193all140950.12.360.890.6855619
stdout_uv.20061110203all134210.092.170.80.64389stdout_uv.20061110203all139280.082.370.910.6956520
stdout_uv.20061110213all136710.052.10.730.6377stdout_uv.20061110213all141060.042.280.830.6452621
stdout_uv.20061110223all135590.012.020.690.56330stdout_uv.20061110223all1401502.230.80.6148322
stdout_uv.20061110233all13291-0.0620.690.56364stdout_uv.20061110233all13685-0.062.20.790.648923
stdout_uv.20061111003all14006-0.091.920.640.52277stdout_uv.20061111003all14438-0.092.10.730.564040
stdout_uv.20061111013all13521-0.151.950.660.54335stdout_uv.20061111013all13837-0.162.110.740.574331
stdout_uv.20061111023all13465-0.151.970.670.54329stdout_uv.20061111023all13835-0.172.170.770.594582
stdout_uv.20061111033all13359-0.342.20.80.62549stdout_uv.20061111033all13857-0.242.220.820.625363
stdout_uv.20061111043all13204-0.162.030.710.57368stdout_uv.20061111043all13841-0.182.20.80.615264
stdout_uv.20061111053all13322-0.172.090.730.57410stdout_uv.20061111053all13724-0.182.250.820.615345
stdout_uv.20061111063all13651-0.212.050.710.57387stdout_uv.20061111063all14136-0.232.250.830.615396
stdout_uv.20061111073all13149-0.362.190.810.63580stdout_uv.20061111073all13816-0.232.210.80.64997
stdout_uv.20061111083all12999-0.231.930.640.52351stdout_uv.20061111083all13678-0.252.130.760.574948
stdout_uv.20061111093all13370-0.261.940.650.52331stdout_uv.20061111093all13719-0.282.110.740.564609
stdout_uv.20061111103all13263-0.221.950.650.52371stdout_uv.20061111103all13601-0.262.110.750.5749210
stdout_uv.20061111113all13217-0.221.940.640.52345stdout_uv.20061111113all13616-0.262.160.760.5748411
stdout_uv.20061111123all13814-0.211.960.650.52362stdout_uv.20061111123all14151-0.242.120.740.5650312
stdout_uv.20061111133all13317-0.191.930.640.52357stdout_uv.20061111133all13662-0.212.10.740.5749713
stdout_uv.20061111143all13429-0.081.980.670.55350stdout_uv.20061111143all13810-0.12.170.780.5949814
stdout_uv.20061111153all13295-0.032.060.730.6366stdout_uv.20061111153all13651-0.042.230.830.6451115
stdout_uv.20061111163all133810.052.140.770.63414stdout_uv.20061111163all13687-0.062.420.960.7169516
stdout_uv.20061111173all133540.122.150.780.64353stdout_uv.20061111173all138470.122.330.890.6952017
stdout_uv.20061111183all136350.172.210.830.68390stdout_uv.20061111183all140140.162.350.930.7254018
stdout_uv.20061111193all133120.182.220.840.68386stdout_uv.20061111193all137420.172.370.940.7253219
stdout_uv.20061111203all133840.182.220.830.67392stdout_uv.20061111203all138390.172.40.930.7153620
stdout_uv.20061111213all134350.152.210.810.65402stdout_uv.20061111213all139010.142.390.920.753521
stdout_uv.20061111223all133360.122.120.760.62362stdout_uv.20061111223all138340.112.330.880.6651722
stdout_uv.20061111233all133560.052.040.70.57332stdout_uv.20061111233all137630.022.210.80.6246323
stdout_uv.20061112003all139520.022.010.680.55304stdout_uv.20061112003all1436902.180.770.594340
stdout_uv.20061112013all13704-0.051.950.620.51291stdout_uv.20061112013all14044-0.062.090.710.554021
stdout_uv.20061112023all13602-0.051.950.630.52300stdout_uv.20061112023all13939-0.072.110.720.564182
stdout_uv.20061112033all12868-0.081.910.580.49253stdout_uv.20061112033all13183-0.12.070.670.523423
stdout_uv.20061112043all13530-0.131.990.660.53369stdout_uv.20061112043all13839-0.142.130.730.564444
stdout_uv.20061112053all13374-0.131.930.620.51298stdout_uv.20061112053all13788-0.152.110.720.564305
stdout_uv.20061112063all13930-0.131.970.640.53303stdout_uv.20061112063all14233-0.142.120.730.564256
stdout_uv.20061112073all13493-0.151.960.640.52298stdout_uv.20061112073all13819-0.172.130.730.564327
stdout_uv.20061112083all13564-0.161.990.650.52331stdout_uv.20061112083all13885-0.162.130.730.564348
stdout_uv.20061112093all13357-0.141.980.660.54299stdout_uv.20061112093all13733-0.152.150.750.584169
stdout_uv.20061112103all13413-0.142.010.670.55334stdout_uv.20061112103all13725-0.162.150.760.5844810
stdout_uv.20061112113all13511-0.162.020.680.56326stdout_uv.20061112113all13867-0.162.160.770.5945711
stdout_uv.20061112123all13902-0.132.020.690.57336stdout_uv.20061112123all14264-0.132.150.770.645212
stdout_uv.20061112133all13401-0.082.030.710.58324stdout_uv.20061112133all13735-0.092.180.810.6245913
stdout_uv.20061112143all13616-0.042.140.780.63363stdout_uv.20061112143all13963-0.052.270.860.6750214
stdout_uv.20061112153all135520.022.180.810.65376stdout_uv.20061112153all1393602.320.910.754615
stdout_uv.20061112163all134590.032.220.840.68407stdout_uv.20061112163all138580.022.370.940.7356316
stdout_uv.20061112173all134090.092.250.870.7406stdout_uv.20061112173all138660.072.420.980.7559217
stdout_uv.20061112183all138290.142.290.90.72426stdout_uv.20061112183all142390.022.541.090.8173218
stdout_uv.20061112193all133250.12.260.880.71438stdout_uv.20061112193all137990.112.410.990.7660119
stdout_uv.20061112203all133200.152.280.880.71464stdout_uv.20061112203all137770.142.4510.7562620
stdout_uv.20061112213all134610.122.230.840.68407stdout_uv.20061112213all140030.132.420.970.7358021
stdout_uv.20061112223all172520.122.140.70.56429stdout_uv.20061112223all178510.122.330.810.6159322
stdout_uv.20061112233all133440.062.080.740.6347stdout_uv.20061112233all138080.072.240.850.6549123
stdout_uv.20061113003all138990.032.030.70.57313stdout_uv.20061113003all14201-0.232.360.950.76530
stdout_uv.20061113013all13404-0.0120.690.56321stdout_uv.20061113013all13751-0.012.170.780.64361
stdout_uv.20061113023all13525-0.032.050.70.57350stdout_uv.20061113023all13867-0.032.180.790.64822
stdout_uv.20061113033all13458-0.072.040.710.57369stdout_uv.20061113033all13817-0.082.180.80.614963
stdout_uv.20061113043all13418-0.072.050.710.57365stdout_uv.20061113043all13795-0.072.210.810.625144
stdout_uv.20061113053all13283-0.12.040.710.57391stdout_uv.20061113053all13655-0.132.220.820.635365
stdout_uv.20061113063all13781-0.1120.680.55396stdout_uv.20061113063all14136-0.112.170.780.65526
stdout_uv.20061113073all12987-0.11.980.670.54387stdout_uv.20061113073all13365-0.12.180.780.595227
stdout_uv.20061113083all12709-0.292.130.770.59630stdout_uv.20061113083all13265-0.112.160.770.585278
stdout_uv.20061113093all12558-0.081.930.640.51379stdout_uv.20061113093all13226-0.082.120.750.575089
stdout_uv.20061113103all13022-0.081.970.660.52420stdout_uv.20061113103all13348-0.12.130.750.5653710
stdout_uv.20061113113all12964-0.121.920.630.51403stdout_uv.20061113113all13330-0.132.120.750.5656211
stdout_uv.20061113123all13535-0.11.980.660.53443stdout_uv.20061113123all13881-0.112.140.760.5755512
stdout_uv.20061113133all13054-0.061.90.620.5392stdout_uv.20061113133all13446-0.072.110.740.5554813
stdout_uv.20061113143all13181-0.041.980.660.53421stdout_uv.20061113143all13525-0.052.150.770.5856414
stdout_uv.20061113153all1318801.990.660.53402stdout_uv.20061113153all13573-0.022.150.760.5853515
stdout_uv.20061113163all131970.072.010.70.56427stdout_uv.20061113163all135660.072.190.80.656716
stdout_uv.20061113173all132880.152.010.690.56406stdout_uv.20061113173all136540.142.160.790.6153217
stdout_uv.20061113183all136190.172.030.710.58419stdout_uv.20061113183all139930.172.20.810.6254418
stdout_uv.20061113193all127130.2120.680.55437stdout_uv.20061113193all130840.182.180.790.656819
stdout_uv.20061113203all133680.181.960.660.54387stdout_uv.20061113203all137730.162.140.770.5853820
stdout_uv.20061113213all135430.151.980.660.52409stdout_uv.20061113213all138960.142.140.750.5653721
stdout_uv.20061113223all135300.11.890.590.48331stdout_uv.20061113223all139450.092.090.710.5349922
stdout_uv.20061113233all136180.041.810.560.45334stdout_uv.20061113233all139590.0420.640.4943823
stdout_uv.20061114003all14235-0.021.780.540.44311stdout_uv.20061114003all14538-0.041.940.620.474230
stdout_uv.20061114013all13718-0.051.760.530.43288stdout_uv.20061114013all14043-0.071.920.610.473911
stdout_uv.20061114023all13641-0.091.820.560.45345stdout_uv.20061114023all13917-0.091.970.630.484412
stdout_uv.20061114033all13832-0.081.810.550.440stdout_uv.20061114033all14164-0.091.960.630.4803
stdout_uv.20061114043all14005-0.111.980.640.49462stdout_uv.20061114043all14005-0.111.980.640.494624
stdout_uv.20061114053all13508-0.111.740.520.43335stdout_uv.20061114053all13957-0.131.990.650.495115
stdout_uv.20061114063all14004-0.141.870.590.46410stdout_uv.20061114063all14302-0.152.020.670.494986
stdout_uv.20061114073all12693-0.131.720.50.41254stdout_uv.20061114073all12994-0.151.920.60.453577
stdout_uv.20061114083all13678-0.171.860.590.46443stdout_uv.20061114083all13918-0.181.990.650.495158
stdout_uv.20061114093all13433-0.161.790.550.44425stdout_uv.20061114093all13808-0.191.990.670.495639
stdout_uv.20061114103all13314-0.171.780.550.44409stdout_uv.20061114103all13634-0.191.910.630.4850310
stdout_uv.20061114113all13492-0.181.760.530.42422stdout_uv.20061114113all13813-0.21.930.620.4653611
stdout_uv.20061114123all14015-0.151.710.50.41344stdout_uv.20061114123all14362-0.191.880.590.4544912
stdout_uv.20061114133all13666-0.151.720.50.41352stdout_uv.20061114133all13956-0.171.890.580.4444113
stdout_uv.20061114143all13705-0.111.730.510.41334stdout_uv.20061114143all13983-0.141.870.590.4543314
stdout_uv.20061114153all13779-0.031.790.540.43382stdout_uv.20061114153all14075-0.051.920.610.4747415
stdout_uv.20061114163all136060.041.820.570.46379stdout_uv.20061114163all139480.021.990.660.548516
stdout_uv.20061114173all135530.131.880.610.49408stdout_uv.20061114173all138930.112.040.690.5351417
stdout_uv.20061114183all141540.181.950.650.51442stdout_uv.20061114183all145610.162.150.750.5657018
stdout_uv.20061114193all134880.141.90.620.5377stdout_uv.20061114193all139010.142.080.720.5452219
stdout_uv.20061114203all135670.151.970.660.52436stdout_uv.20061114203all139180.122.120.740.5654320
stdout_uv.20061114213all136810.091.920.610.49381stdout_uv.20061114213all141220.082.110.720.5453521
stdout_uv.20061114223all123000.041.810.540.44245stdout_uv.20061114223all126420.041.950.630.4835222
stdout_uv.20061114233all1309601.820.570.46298stdout_uv.20061114233all13386-0.011.940.640.4939423
stdout_uv.20061115003all13637-0.041.760.530.43236stdout_uv.20061115003all13966-0.051.90.60.473310
stdout_uv.20061115013all13062-0.071.750.530.43236stdout_uv.20061115013all13325-0.071.880.590.463341
stdout_uv.20061115023all13070-0.081.790.550.45278stdout_uv.20061115023all13342-0.091.910.620.483542
stdout_uv.20061115033all13127-0.151.780.550.45248stdout_uv.20061115033all13441-0.161.920.630.493383
stdout_uv.20061115043all13117-0.131.820.570.47254stdout_uv.20061115043all13396-0.141.940.640.53504
stdout_uv.20061115053all12952-0.151.830.580.47299stdout_uv.20061115053all13244-0.161.960.660.513955
stdout_uv.20061115063all13395-0.151.830.590.48276stdout_uv.20061115063all13699-0.171.970.670.523916
stdout_uv.20061115073all12037-0.171.810.560.46217stdout_uv.20061115073all12267-0.191.920.620.492797
stdout_uv.20061115083all13023-0.21.930.650.51370stdout_uv.20061115083all13258-0.212.040.710.544548
stdout_uv.20061115093all12741-0.181.910.630.51345stdout_uv.20061115093all13072-0.22.110.750.554889
stdout_uv.20061115103all12784-0.191.960.670.53367stdout_uv.20061115103all13122-0.222.140.770.5851010
stdout_uv.20061115113all12679-0.22.010.710.56411stdout_uv.20061115113all13024-0.232.190.820.6170111
stdout_uv.20061115153all12580-0.062.120.790.63608stdout_uv.20061115153all13233-0.132.440.990.7176715
stdout_uv.20061115163all12758-0.042.360.950.71567stdout_uv.20061115163all13177-0.082.561.070.7680116
stdout_uv.20061115173all124280.032.280.890.69611stdout_uv.20061115173all13045-0.012.561.070.7680717
stdout_uv.20061115183all131940.052.350.910.7622stdout_uv.20061115183all137460.012.591.050.7585618
stdout_uv.20061115193all129950.022.330.910.7618stdout_uv.20061115193all13652-0.012.611.080.7781319
stdout_uv.20061115203all1296802.330.910.7536stdout_uv.20061115203all13622-0.042.61.070.7680420
stdout_uv.20061115213all12958-0.012.30.880.68553stdout_uv.20061115213all13644-0.052.621.060.7579121
stdout_uv.20061115223all12954-0.032.30.880.68479stdout_uv.20061115223all13553-0.092.61.070.7768822
stdout_uv.20061115233all13119-0.042.210.80.63449stdout_uv.20061115233all13731-0.082.470.950.6962623
stdout_uv.20061116003all13515-0.072.180.80.64485stdout_uv.20061116003all14048-0.092.40.920.696390
stdout_uv.20061116013all13045-0.112.20.810.64519stdout_uv.20061116013all13513-0.142.430.930.696741
stdout_uv.20061116023all12999-0.132.230.820.64534stdout_uv.20061116023all13480-0.162.450.950.77282
stdout_uv.20061116033all13164-0.132.240.840.66526stdout_uv.20061116033all13690-0.172.480.980.727223
stdout_uv.20061116043all13075-0.172.280.860.68525stdout_uv.20061116043all13632-0.192.531.020.747104
stdout_uv.20061116053all13052-0.152.270.860.68514stdout_uv.20061116053all13593-0.192.510.990.737165
stdout_uv.20061116063all13294-0.172.240.850.67492stdout_uv.20061116063all13871-0.182.4810.736936
stdout_uv.20061116073all12938-0.162.270.860.67397stdout_uv.20061116073all13441-0.192.4910.735337
stdout_uv.20061116083all9153-0.292.310.870.67516stdout_uv.20061116083all9580-0.342.571.020.746478
stdout_uv.20061116093all13025-0.162.250.850.67442stdout_uv.20061116093all13473-0.182.430.960.716589
stdout_uv.20061116103all12637-0.122.20.830.66506stdout_uv.20061116103all13162-0.142.430.980.7265910
stdout_uv.20061116113all12788-0.132.240.850.67430stdout_uv.20061116113all13263-0.152.410.960.7263811
stdout_uv.20061116123all13391-0.132.220.830.66479stdout_uv.20061116123all13920-0.162.440.960.7263112
stdout_uv.20061116133all13045-0.092.230.850.68456stdout_uv.20061116133all13540-0.112.410.970.7364613
stdout_uv.20061116143all13258-0.082.270.870.69501stdout_uv.20061116143all13784-0.12.4610.7570214
stdout_uv.20061116153all13442-0.052.340.920.73528stdout_uv.20061116153all13961-0.072.531.050.7873915
stdout_uv.20061116163all13401-0.042.350.940.75513stdout_uv.20061116163all13959-0.062.541.070.870316
stdout_uv.20061116173all133530.052.330.920.72570stdout_uv.20061116173all139330.042.531.050.7879317
stdout_uv.20061116183all177420.122.340.840.66451stdout_uv.20061116183all184830.122.550.960.7166118
stdout_uv.20061116193all121260.152.360.930.74473stdout_uv.20061116193all127320.152.591.080.866019
stdout_uv.20061116203all121740.182.40.970.76409stdout_uv.20061116203all127040.172.591.090.8158020
stdout_uv.20061116213all121580.182.320.90.71338stdout_uv.20061116213all126990.192.491.010.7648621
stdout_uv.20061116223all122390.22.180.810.65532stdout_uv.20061116223all127290.212.360.910.7144822
stdout_uv.20061117003all136810.092.080.730.59347stdout_uv.20061117003all144640.112.230.810.634420
stdout_uv.20061117013all136490.062.050.690.57279stdout_uv.20061117013all140770.072.20.780.614041
stdout_uv.20061117023all135430.032.080.720.58331stdout_uv.20061117023all138970.042.210.790.624362
stdout_uv.20061117033all13619-0.032.050.70.57287stdout_uv.20061117033all14003-0.032.20.80.624193
stdout_uv.20061117043all13610-0.032.060.710.57335stdout_uv.20061117043all13971-0.032.20.790.614394
stdout_uv.20061117053all13486-0.031.980.650.54244stdout_uv.20061117053all13910-0.032.160.750.593695
stdout_uv.20061117063all13956-0.051.990.660.54301stdout_uv.20061117063all14273-0.042.130.720.573806
stdout_uv.20061117073all13561-0.071.920.610.52212stdout_uv.20061117073all13952-0.072.090.710.563427
stdout_uv.20061117083all13746-0.091.930.610.5244stdout_uv.20061117083all14008-0.082.040.670.533238
stdout_uv.20061117093all13522-0.081.820.550.48170stdout_uv.20061117093all13839-0.081.980.640.522689
stdout_uv.20061117103all13611-0.11.850.570.48209stdout_uv.20061117103all13827-0.091.940.620.528410
stdout_uv.20061117113all13581-0.081.790.540.46163stdout_uv.20061117113all13855-0.071.920.610.4925611
stdout_uv.20061117123all14182-0.091.790.540.46175stdout_uv.20061117123all14373-0.091.880.590.4823512
stdout_uv.20061117133all13784-0.071.740.510.45146stdout_uv.20061117133all14008-0.081.860.570.4721413
stdout_uv.20061117143all13654-0.041.820.570.49160stdout_uv.20061117143all13832-0.041.90.610.5121214
stdout_uv.20061117153all139710.031.930.630.54197stdout_uv.20061117153all141520.032.020.670.5625415
stdout_uv.20061117163all178110.051.910.530.45207stdout_uv.20061117163all181110.072.010.580.4828316
stdout_uv.20061117173all137130.1220.670.56243stdout_uv.20061117173all139680.142.070.690.5728517
stdout_uv.20061117183all139720.1420.670.57240stdout_uv.20061117183all142960.212.030.670.5626318
stdout_uv.20061117193all135730.241.90.610.52175stdout_uv.20061117193all138820.242.010.660.5525119
stdout_uv.20061117203all138040.241.890.60.51167stdout_uv.20061117203all140160.2120.660.5524920
stdout_uv.20061117213all137150.221.820.550.48155stdout_uv.20061117213all139630.241.930.610.521321
stdout_uv.20061117223all135310.151.750.530.46129stdout_uv.20061117223all137300.181.80.540.4616622
stdout_uv.20061117233all137470.081.580.430.37104stdout_uv.20061117233all139280.081.70.480.4115823
bias_rmse_uv_all_rjlist_nocv
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with reject list
without reject list
hour
BIAS
BIAS by the reject list
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with reject list
without reject list
hour
RMSE
RMSE by the reject list
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with reject list
without reject list
hour
number
Number of the analized obs data
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with reject list
without reject list
hour
number
Number of the rejected stations
Verification of the reject list2006.11.10.~2006.11.17. (8 days)
Chart3
-0.08-0.08
-0.12-0.12
-0.14-0.15
-0.18-0.19
-0.19-0.2
-0.16-0.18
-0.16-0.17
-0.18-0.2
-0.2-0.22
-0.22-0.23
-0.2-0.21
-0.24-0.25
-0.23-0.23
-0.3-0.29
-0.11-0.12
-0.02-0.03
0.040.02
0.080.05
0.140.12
0.120.1
0.090.08
0.050.04
0.010
-0.06-0.06
-0.09-0.09
-0.15-0.16
-0.15-0.17
-0.34-0.24
-0.16-0.18
-0.17-0.18
-0.21-0.23
-0.36-0.23
-0.23-0.25
-0.26-0.28
-0.22-0.26
-0.22-0.26
-0.21-0.24
-0.19-0.21
-0.08-0.1
-0.03-0.04
0.05-0.06
0.120.12
0.170.16
0.180.17
0.180.17
0.150.14
0.120.11
0.050.02
0.020
-0.05-0.06
-0.05-0.07
-0.08-0.1
-0.13-0.14
-0.13-0.15
-0.13-0.14
-0.15-0.17
-0.16-0.16
-0.14-0.15
-0.14-0.16
-0.16-0.16
-0.13-0.13
-0.08-0.09
-0.04-0.05
0.020
0.030.02
0.090.07
0.140.02
0.10.11
0.150.14
0.120.13
0.120.12
0.060.07
0.03-0.23
-0.01-0.01
-0.03-0.03
-0.07-0.08
-0.07-0.07
-0.1-0.13
-0.11-0.11
-0.1-0.1
-0.29-0.11
-0.08-0.08
-0.08-0.1
-0.12-0.13
-0.1-0.11
-0.06-0.07
-0.04-0.05
0-0.02
0.070.07
0.150.14
0.170.17
0.210.18
0.180.16
0.150.14
0.10.09
0.040.04
-0.02-0.04
-0.05-0.07
-0.09-0.09
-0.08-0.09
-0.11-0.11
-0.11-0.13
-0.14-0.15
-0.13-0.15
-0.17-0.18
-0.16-0.19
-0.17-0.19
-0.18-0.2
-0.15-0.19
-0.15-0.17
-0.11-0.14
-0.03-0.05
0.040.02
0.130.11
0.180.16
0.140.14
0.150.12
0.090.08
0.040.04
0-0.01
-0.04-0.05
-0.07-0.07
-0.08-0.09
-0.15-0.16
-0.13-0.14
-0.15-0.16
-0.15-0.17
-0.17-0.19
-0.2-0.21
-0.18-0.2
-0.19-0.22
-0.2-0.23
-0.06-0.13
-0.04-0.08
0.03-0.01
0.050.01
0.02-0.01
0-0.04
-0.01-0.05
-0.03-0.09
-0.04-0.08
-0.07-0.09
-0.11-0.14
-0.13-0.16
-0.13-0.17
-0.17-0.19
-0.15-0.19
-0.17-0.18
-0.16-0.19
-0.29-0.34
-0.16-0.18
-0.12-0.14
-0.13-0.15
-0.13-0.16
-0.09-0.11
-0.08-0.1
-0.05-0.07
-0.04-0.06
0.050.04
0.120.12
0.150.15
0.180.17
0.180.19
0.20.21
0.090.11
0.060.07
0.030.04
-0.03-0.03
-0.03-0.03
-0.03-0.03
-0.05-0.04
-0.07-0.07
-0.09-0.08
-0.08-0.08
-0.1-0.09
-0.08-0.07
-0.09-0.09
-0.07-0.08
-0.04-0.04
0.030.03
0.050.07
0.120.14
0.140.21
0.240.24
0.240.21
0.220.24
0.150.18
0.080.08
with reject list
without reject list
hour
BIAS
BIAS by the reject list
bias_rmse_uv_all_rjlist_nocv
stdout_uv.20061110003all14391-0.081.690.490.42163stdout_uv.20061110003all14591-0.081.780.530.442240
stdout_uv.20061110013all13750-0.121.70.50.42157stdout_uv.20061110013all13947-0.121.80.540.442181
stdout_uv.20061110023all13889-0.141.750.530.44202stdout_uv.20061110023all14076-0.151.860.570.472522
stdout_uv.20061110033all13577-0.181.790.560.47217stdout_uv.20061110033all13801-0.191.890.610.52873
stdout_uv.20061110043all17638-0.191.760.470.4202stdout_uv.20061110043all17918-0.21.870.520.422944
stdout_uv.20061110053all13703-0.161.840.590.49227stdout_uv.20061110053all13923-0.181.950.650.523005
stdout_uv.20061110063all14058-0.161.90.620.52225stdout_uv.20061110063all14297-0.172.010.680.553206
stdout_uv.20061110073all13654-0.181.880.610.51234stdout_uv.20061110073all13928-0.22.030.690.553337
stdout_uv.20061110083all13457-0.21.910.620.52245stdout_uv.20061110083all13712-0.222.020.690.553508
stdout_uv.20061110093all14109-0.221.820.560.47227stdout_uv.20061110093all14425-0.231.970.640.513189
stdout_uv.20061110103all12617-0.21.910.630.52258stdout_uv.20061110103all12841-0.212.030.690.5535110
stdout_uv.20061110113all13479-0.241.840.580.49244stdout_uv.20061110113all13788-0.252.010.680.5337411
stdout_uv.20061110123all14179-0.231.90.620.51291stdout_uv.20061110123all14449-0.232.030.690.5439012
stdout_uv.20061110133all13653-0.32.040.720.57400stdout_uv.20061110133all13994-0.292.140.780.647013
stdout_uv.20061110143all13561-0.111.980.680.55308stdout_uv.20061110143all14047-0.122.140.770.5943014
stdout_uv.20061110153all13608-0.022.120.770.62378stdout_uv.20061110153all13944-0.032.250.850.6550515
stdout_uv.20061110163all133970.042.120.780.63363stdout_uv.20061110163all138770.022.30.880.6851916
stdout_uv.20061110173all133210.082.140.770.63363stdout_uv.20061110173all137540.052.310.880.6852317
stdout_uv.20061110183all137640.142.170.790.64368stdout_uv.20061110183all142040.122.340.890.6952718
stdout_uv.20061110193all136430.122.190.790.64410stdout_uv.20061110193all140950.12.360.890.6855619
stdout_uv.20061110203all134210.092.170.80.64389stdout_uv.20061110203all139280.082.370.910.6956520
stdout_uv.20061110213all136710.052.10.730.6377stdout_uv.20061110213all141060.042.280.830.6452621
stdout_uv.20061110223all135590.012.020.690.56330stdout_uv.20061110223all1401502.230.80.6148322
stdout_uv.20061110233all13291-0.0620.690.56364stdout_uv.20061110233all13685-0.062.20.790.648923
stdout_uv.20061111003all14006-0.091.920.640.52277stdout_uv.20061111003all14438-0.092.10.730.564040
stdout_uv.20061111013all13521-0.151.950.660.54335stdout_uv.20061111013all13837-0.162.110.740.574331
stdout_uv.20061111023all13465-0.151.970.670.54329stdout_uv.20061111023all13835-0.172.170.770.594582
stdout_uv.20061111033all13359-0.342.20.80.62549stdout_uv.20061111033all13857-0.242.220.820.625363
stdout_uv.20061111043all13204-0.162.030.710.57368stdout_uv.20061111043all13841-0.182.20.80.615264
stdout_uv.20061111053all13322-0.172.090.730.57410stdout_uv.20061111053all13724-0.182.250.820.615345
stdout_uv.20061111063all13651-0.212.050.710.57387stdout_uv.20061111063all14136-0.232.250.830.615396
stdout_uv.20061111073all13149-0.362.190.810.63580stdout_uv.20061111073all13816-0.232.210.80.64997
stdout_uv.20061111083all12999-0.231.930.640.52351stdout_uv.20061111083all13678-0.252.130.760.574948
stdout_uv.20061111093all13370-0.261.940.650.52331stdout_uv.20061111093all13719-0.282.110.740.564609
stdout_uv.20061111103all13263-0.221.950.650.52371stdout_uv.20061111103all13601-0.262.110.750.5749210
stdout_uv.20061111113all13217-0.221.940.640.52345stdout_uv.20061111113all13616-0.262.160.760.5748411
stdout_uv.20061111123all13814-0.211.960.650.52362stdout_uv.20061111123all14151-0.242.120.740.5650312
stdout_uv.20061111133all13317-0.191.930.640.52357stdout_uv.20061111133all13662-0.212.10.740.5749713
stdout_uv.20061111143all13429-0.081.980.670.55350stdout_uv.20061111143all13810-0.12.170.780.5949814
stdout_uv.20061111153all13295-0.032.060.730.6366stdout_uv.20061111153all13651-0.042.230.830.6451115
stdout_uv.20061111163all133810.052.140.770.63414stdout_uv.20061111163all13687-0.062.420.960.7169516
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